I would like to place two plots side by side using the ggplot2 package, i.e. do the equivalent of par(mfrow=c(1,2))
.
For example, I would like to have the following two plots show side-by-side with the same scale.
x <- rnorm(100) eps <- rnorm(100,0,.2) qplot(x,3*x+eps) qplot(x,2*x+eps)
Do I need to put them in the same data.frame?
qplot(displ, hwy, data=mpg, facets = . ~ year) + geom_smooth()
The basic solution is to use the gridExtra R package, which comes with the following functions: grid. arrange() and arrangeGrob() to arrange multiple ggplots on one page. marrangeGrob() for arranging multiple ggplots over multiple pages.
The function grid.arrange()
in the gridExtra
package will combine multiple plots; this is how you put two side by side.
require(gridExtra) plot1 <- qplot(1) plot2 <- qplot(1) grid.arrange(plot1, plot2, ncol=2)
This is useful when the two plots are not based on the same data, for example if you want to plot different variables without using reshape().
This will plot the output as a side effect. To print the side effect to a file, specify a device driver (such as pdf
, png
, etc), e.g.
pdf("foo.pdf") grid.arrange(plot1, plot2) dev.off()
or, use arrangeGrob()
in combination with ggsave()
,
ggsave("foo.pdf", arrangeGrob(plot1, plot2))
This is the equivalent of making two distinct plots using par(mfrow = c(1,2))
. This not only saves time arranging data, it is necessary when you want two dissimilar plots.
Facets are helpful for making similar plots for different groups. This is pointed out below in many answers below, but I want to highlight this approach with examples equivalent to the above plots.
mydata <- data.frame(myGroup = c('a', 'b'), myX = c(1,1)) qplot(data = mydata, x = myX, facets = ~myGroup) ggplot(data = mydata) + geom_bar(aes(myX)) + facet_wrap(~myGroup)
the plot_grid
function in the cowplot
is worth checking out as an alternative to grid.arrange
. See the answer by @claus-wilke below and this vignette for an equivalent approach; but the function allows finer controls on plot location and size, based on this vignette.
If you love us? You can donate to us via Paypal or buy me a coffee so we can maintain and grow! Thank you!
Donate Us With